InfoNCE softmax misaligned with normalized embeddings per extreme value theory; WEINCE adds batch-based endpoint shortfall correction for consistent gains on five vision benchmarks.
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When Softmax Fails at the Top: Extreme Value Corrections for InfoNCE
InfoNCE softmax misaligned with normalized embeddings per extreme value theory; WEINCE adds batch-based endpoint shortfall correction for consistent gains on five vision benchmarks.